{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Keras Softmax for CIFAR10 test\n",
    "a softmax network for CIFAR10 classfier test, correspoding to CS231n assignment1 softmax part."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Activation\n",
    "from data_utils import *\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "import tensorflow as tf \n",
    "from keras import backend as k\n",
    "import os\n",
    "config = tf.ConfigProto()\n",
    "config.gpu_options.per_process_gpu_memory_fraction = 0.3\n",
    "k.tensorflow_backend.set_session(tf.Session(config=config))\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CIFAR10 Training data shape: (50000, 32, 32, 3)\n",
      "CIFAR10 Training label shape (50000, 1)\n",
      "CIFAR10 Test data shape (10000, 32, 32, 3)\n",
      "CIFAR10 Test label shape (10000, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 70 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cifar10_data = CIFAR10Data()\n",
    "plot_cifar10(cifar10_data, 7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get stretch data\n",
    "x_train, y_train, x_test, y_test = cifar10_data.get_stretch_data(subtract_mean=True)\n",
    "\n",
    "# Subsample data for more efficient code execution\n",
    "num_training = 5000\n",
    "\n",
    "mask = list(range(num_training))\n",
    "x_small_train = x_train[mask]\n",
    "y_small_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = list(range(num_test))\n",
    "x_small_test = x_train[mask]\n",
    "y_small_test = y_test[mask]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Softmax test\n",
    "here we use softmax classifier for cifar10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_3 (Dense)              (None, 10)                30730     \n",
      "_________________________________________________________________\n",
      "activation_3 (Activation)    (None, 10)                0         \n",
      "=================================================================\n",
      "Total params: 30,730\n",
      "Trainable params: 30,730\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Train on 49000 samples, validate on 1000 samples\n",
      "Epoch 1/3\n",
      "49000/49000 [==============================] - 3s 69us/step - loss: 202.5288 - acc: 0.2027 - val_loss: 18.7858 - val_acc: 0.2800\n",
      "Epoch 2/3\n",
      "49000/49000 [==============================] - 3s 65us/step - loss: 6.3533 - acc: 0.3160 - val_loss: 2.4480 - val_acc: 0.3290\n",
      "Epoch 3/3\n",
      "49000/49000 [==============================] - 3s 65us/step - loss: 2.1778 - acc: 0.3266 - val_loss: 2.0970 - val_acc: 0.3460\n"
     ]
    }
   ],
   "source": [
    "# training \n",
    "from classifiers.linear_softmax import softmax\n",
    "from keras.optimizers import SGD\n",
    "\n",
    "num_classes = 10\n",
    "N, D = x_train.shape\n",
    "softmax_model = softmax(num_classes, input_shape=(D,), weight_decay=2.5e4)\n",
    "# softmax_model.add(Dense(10, \n",
    "#                         input_shape=(3072,),\n",
    "#                         kernel_regularizer=keras.regularizers.l2(2.5e4),\n",
    "#                         kernel_initializer=keras.initializers.random_normal(stddev=1e-3),\n",
    "#                         ))\n",
    "# softmax_model.add(Activation('softmax'))\n",
    "\n",
    "opt = SGD(lr=1e-7)\n",
    "softmax_model.compile(optimizer=opt,\n",
    "                      loss=keras.losses.categorical_crossentropy,\n",
    "                      metrics=['accuracy'],\n",
    "                      )\n",
    "softmax_model.summary()\n",
    "history = softmax_model.fit(x_train, y_train,\n",
    "                            epochs=3, batch_size=128,\n",
    "                            validation_split=0.02, shuffle=True,\n",
    "                            )\n",
    "# Test loss is euqal log(C)\n",
    "# loss, acc = softmax_model.train_on_batch(x_small_train, y_small_train)\n",
    "# print(loss, acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('Loss value')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()\n",
    "\n",
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('acc value')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10000/10000 [==============================] - 1s 79us/step\n",
      "evaluate loss:2.090912 acc:0.331100\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# evalute SVM model\n",
    "loss, acc = softmax_model.evaluate(x_test, y_test)\n",
    "print('evaluate loss:%f acc:%f' % (loss, acc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
